Pandas Profiling Report

Dataset statistics

Number of variables	16
Number of observations	10000
Missing cells	15
Missing cells (%)	< 0.1%
Duplicate rows	1
Duplicate rows (%)	< 0.1%
Total size in memory	7.8 MiB
Average record size in memory	821.2 B

Variable types

Text	10
Numeric	5
Categorical	1

Alerts

Dataset has 1 (< 0.1%) duplicate rows	Duplicates
`Popularity` is highly overall correlated with `Ranked` and 3 other fields	High correlation
`Ranked` is highly overall correlated with `Popularity` and 1 other fields	High correlation
`Score` is highly overall correlated with `Popularity` and 1 other fields	High correlation
`Total Review` is highly overall correlated with `Popularity` and 1 other fields	High correlation
`Vote` is highly overall correlated with `Popularity` and 1 other fields	High correlation
`Status` is highly imbalanced (58.8%)	Imbalance
`Ranked` is uniformly distributed	Uniform
`Total Review` has 3351 (33.5%) zeros	Zeros

Reproduction

Analysis started	2025-03-02 05:15:35.028647
Analysis finished	2025-03-02 05:15:41.201218
Duration	6.17 seconds
Software version	ydata-profiling vv4.12.2
Download configuration	config.json

Title
Text

Distinct	9684
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Memory size	903.7 KiB

Length

Max length	329
Median length	182
Mean length	32.8157
Min length	1

Characters and Unicode

Total characters	328157
Distinct characters	152
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	9374 ?
Unique (%)	93.7%

Sample

1st row	Berserk
2nd row	JoJo no Kimyou na Bouken Part 7: Steel Ball Run
3rd row	Vagabond
4th row	One Piece
5th row	Monster

Value	Count	Frequency (%)
no	2906	5.4%
the	1693	3.2%
to	922	1.7%
of	787	1.5%
ni	703	1.3%
wa	609	1.1%
a	495	0.9%
ga	418	0.8%
wo	410	0.8%
	376	0.7%
Other values (13211)	44269	82.6%

Most occurring characters

Value	Count	Frequency (%)
	43636	13.3%
a	26362	8.0%
o	24188	7.4%
i	22700	6.9%
e	22484	6.9%
n	19049	5.8%
u	14785	4.5%
r	12885	3.9%
t	12693	3.9%
s	11768	3.6%
Other values (142)	117607	35.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	328157	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	43636	13.3%
a	26362	8.0%
o	24188	7.4%
i	22700	6.9%
e	22484	6.9%
n	19049	5.8%
u	14785	4.5%
r	12885	3.9%
t	12693	3.9%
s	11768	3.6%
Other values (142)	117607	35.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	328157	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	43636	13.3%
a	26362	8.0%
o	24188	7.4%
i	22700	6.9%
e	22484	6.9%
n	19049	5.8%
u	14785	4.5%
r	12885	3.9%
t	12693	3.9%
s	11768	3.6%
Other values (142)	117607	35.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	328157	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	43636	13.3%
a	26362	8.0%
o	24188	7.4%
i	22700	6.9%
e	22484	6.9%
n	19049	5.8%
u	14785	4.5%
r	12885	3.9%
t	12693	3.9%
s	11768	3.6%
Other values (142)	117607	35.8%

Score
Real number (ℝ)

High correlation

Distinct	213
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.367618

Minimum	6.91
Maximum	9.47
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	6.91
5-th percentile	6.94
Q1	7.08
median	7.28
Q3	7.56
95-th percentile	8.1405
Maximum	9.47
Range	2.56
Interquartile range (IQR)	0.48

Descriptive statistics

Standard deviation	0.37803264
Coefficient of variation (CV)	0.051310022
Kurtosis	1.6928648
Mean	7.367618
Median Absolute Deviation (MAD)	0.23
Skewness	1.2771877
Sum	73676.18
Variance	0.14290868
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7.06	165	1.7%
6.97	158	1.6%
7.03	157	1.6%
7.04	157	1.6%
6.92	152	1.5%
7.01	151	1.5%
7.02	148	1.5%
7.05	148	1.5%
7.21	147	1.5%
7.11	146	1.5%
Other values (203)	8471	84.7%

Value	Count	Frequency (%)
6.91	146	1.5%
6.92	152	1.5%
6.93	140	1.4%
6.94	145	1.5%
6.95	135	1.4%
6.96	133	1.3%
6.97	158	1.6%
6.98	120	1.2%
6.99	126	1.3%
7	136	1.4%

Value	Count	Frequency (%)
9.47	1	< 0.1%
9.3	1	< 0.1%
9.24	1	< 0.1%
9.22	1	< 0.1%
9.15	1	< 0.1%
9.09	1	< 0.1%
9.06	1	< 0.1%
9.03	2	< 0.1%
9.01	1	< 0.1%
9	1	< 0.1%

Vote
Real number (ℝ)

High correlation

Distinct	3986
Distinct (%)	39.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3482.5646

Minimum	101
Maximum	400404
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	101
5-th percentile	134
Q1	316
median	786.5
Q3	2232.25
95-th percentile	11608.85
Maximum	400404
Range	400303
Interquartile range (IQR)	1916.25

Descriptive statistics

Standard deviation	13939.756
Coefficient of variation (CV)	4.0027273
Kurtosis	282.90335
Mean	3482.5646
Median Absolute Deviation (MAD)	581.5
Skewness	14.256572
Sum	34825646
Variance	1.9431681 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
142	25	0.2%
130	25	0.2%
185	25	0.2%
111	24	0.2%
108	23	0.2%
140	22	0.2%
200	21	0.2%
115	21	0.2%
131	21	0.2%
143	20	0.2%
Other values (3976)	9773	97.7%

Value	Count	Frequency (%)
101	2	< 0.1%
102	7	0.1%
103	12	0.1%
104	11	0.1%
105	15	0.1%
106	11	0.1%
107	10	0.1%
108	23	0.2%
109	19	0.2%
110	18	0.2%

Value	Count	Frequency (%)
400404	1	< 0.1%
366668	1	< 0.1%
361824	1	< 0.1%
331288	1	< 0.1%
269005	1	< 0.1%
268037	1	< 0.1%
266501	1	< 0.1%
261365	1	< 0.1%
230997	1	< 0.1%
230483	1	< 0.1%

Ranked
Real number (ℝ)

High correlation Uniform

Distinct	9988
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5000.901

Minimum	1
Maximum	10004
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	1
5-th percentile	500.95
Q1	2500.75
median	5000.5
Q3	7501.25
95-th percentile	9501.05
Maximum	10004
Range	10003
Interquartile range (IQR)	5000.5

Descriptive statistics

Standard deviation	2887.3571
Coefficient of variation (CV)	0.57736738
Kurtosis	-1.2000036
Mean	5000.901
Median Absolute Deviation (MAD)	2500.5
Skewness	0.00020343047
Sum	50009010
Variance	8336831
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3952	2	< 0.1%
3759	2	< 0.1%
6013	2	< 0.1%
3950	2	< 0.1%
1510	2	< 0.1%
3975	2	< 0.1%
3773	2	< 0.1%
3768	2	< 0.1%
3962	2	< 0.1%
1518	2	< 0.1%
Other values (9978)	9980	99.8%

Value	Count	Frequency (%)
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%
10	1	< 0.1%

Value	Count	Frequency (%)
10004	1	< 0.1%
10003	1	< 0.1%
10002	1	< 0.1%
10001	1	< 0.1%
10000	1	< 0.1%
9999	1	< 0.1%
9998	1	< 0.1%
9997	1	< 0.1%
9996	1	< 0.1%
9995	1	< 0.1%

Popularity
Real number (ℝ)

High correlation

Distinct	9384
Distinct (%)	93.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8707.6479

Minimum	1
Maximum	33358
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	1
5-th percentile	526.95
Q1	3099.75
median	7346
Q3	13222
95-th percentile	21186.1
Maximum	33358
Range	33357
Interquartile range (IQR)	10122.25

Descriptive statistics

Standard deviation	6663.2588
Coefficient of variation (CV)	0.76521913
Kurtosis	-0.16004457
Mean	8707.6479
Median Absolute Deviation (MAD)	4805.5
Skewness	0.74897795
Sum	87076479
Variance	44399018
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9630	3	< 0.1%
10761	3	< 0.1%
8530	3	< 0.1%
15828	3	< 0.1%
12168	3	< 0.1%
9467	3	< 0.1%
15998	3	< 0.1%
19427	3	< 0.1%
9111	3	< 0.1%
4923	3	< 0.1%
Other values (9374)	9970	99.7%

Value	Count	Frequency (%)
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%
10	1	< 0.1%

Value	Count	Frequency (%)
33358	1	< 0.1%
32693	1	< 0.1%
32621	1	< 0.1%
32567	1	< 0.1%
31988	1	< 0.1%
31764	1	< 0.1%
31612	1	< 0.1%
31225	1	< 0.1%
31191	1	< 0.1%
31091	1	< 0.1%

Members
Text

Distinct	6066
Distinct (%)	60.7%
Missing	0
Missing (%)	0.0%
Memory size	603.2 KiB

Length

Max length	7
Median length	5
Mean length	4.7529
Min length	3

Characters and Unicode

Total characters	47529
Distinct characters	11
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	3961 ?
Unique (%)	39.6%

Sample

1st row	665,300
2nd row	256,146
3rd row	364,891
4th row	599,278
5th row	236,355

Value	Count	Frequency (%)
1,279	9	0.1%
1,720	9	0.1%
954	9	0.1%
710	9	0.1%
697	9	0.1%
1,524	8	0.1%
831	8	0.1%
859	8	0.1%
652	8	0.1%
774	8	0.1%
Other values (6056)	9915	99.2%

Most occurring characters

Value	Count	Frequency (%)
,	7887	16.6%
1	6200	13.0%
2	4807	10.1%
3	4091	8.6%
4	3895	8.2%
5	3679	7.7%
6	3619	7.6%
7	3445	7.2%
8	3382	7.1%
9	3312	7.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	47529	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
,	7887	16.6%
1	6200	13.0%
2	4807	10.1%
3	4091	8.6%
4	3895	8.2%
5	3679	7.7%
6	3619	7.6%
7	3445	7.2%
8	3382	7.1%
9	3312	7.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	47529	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
,	7887	16.6%
1	6200	13.0%
2	4807	10.1%
3	4091	8.6%
4	3895	8.2%
5	3679	7.7%
6	3619	7.6%
7	3445	7.2%
8	3382	7.1%
9	3312	7.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	47529	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
,	7887	16.6%
1	6200	13.0%
2	4807	10.1%
3	4091	8.6%
4	3895	8.2%
5	3679	7.7%
6	3619	7.6%
7	3445	7.2%
8	3382	7.1%
9	3312	7.0%

Favorite
Text

Distinct	1121
Distinct (%)	11.2%
Missing	0
Missing (%)	0.0%
Memory size	575.9 KiB

Length

Max length	7
Median length	6
Mean length	1.9621
Min length	1

Characters and Unicode

Total characters	19621
Distinct characters	11
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	673 ?
Unique (%)	6.7%

Sample

1st row	122,841
2nd row	42,864
3rd row	40,158
4th row	114,531
5th row	20,501

Value	Count	Frequency (%)
3	458	4.6%
2	445	4.5%
1	415	4.2%
4	401	4.0%
5	379	3.8%
7	322	3.2%
6	311	3.1%
0	289	2.9%
8	251	2.5%
9	225	2.2%
Other values (1111)	6504	65.0%

Most occurring characters

Value	Count	Frequency (%)
1	4001	20.4%
2	2747	14.0%
3	2260	11.5%
4	1877	9.6%
5	1665	8.5%
0	1427	7.3%
6	1402	7.1%
7	1392	7.1%
8	1235	6.3%
9	1141	5.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	19621	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	4001	20.4%
2	2747	14.0%
3	2260	11.5%
4	1877	9.6%
5	1665	8.5%
0	1427	7.3%
6	1402	7.1%
7	1392	7.1%
8	1235	6.3%
9	1141	5.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	19621	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	4001	20.4%
2	2747	14.0%
3	2260	11.5%
4	1877	9.6%
5	1665	8.5%
0	1427	7.3%
6	1402	7.1%
7	1392	7.1%
8	1235	6.3%
9	1141	5.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	19621	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	4001	20.4%
2	2747	14.0%
3	2260	11.5%
4	1877	9.6%
5	1665	8.5%
0	1427	7.3%
6	1402	7.1%
7	1392	7.1%
8	1235	6.3%
9	1141	5.8%

Volumes
Text

Distinct	68
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Memory size	583.6 KiB

Length

Max length	7
Median length	1
Mean length	2.7491
Min length	1

Characters and Unicode

Total characters	27491
Distinct characters	15
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	13 ?
Unique (%)	0.1%

Sample

1st row	Unknown
2nd row	24
3rd row	37
4th row	Unknown
5th row	18

Value	Count	Frequency (%)
unknown	2632	26.3%
1	1795	17.9%
2	852	8.5%
3	823	8.2%
4	601	6.0%
5	490	4.9%
6	344	3.4%
7	311	3.1%
10	272	2.7%
8	257	2.6%
Other values (58)	1623	16.2%

Most occurring characters

Value	Count	Frequency (%)
n	7896	28.7%
1	3261	11.9%
U	2632	9.6%
k	2632	9.6%
o	2632	9.6%
w	2632	9.6%
2	1402	5.1%
3	1085	3.9%
4	782	2.8%
5	644	2.3%
Other values (5)	1893	6.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	27491	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
n	7896	28.7%
1	3261	11.9%
U	2632	9.6%
k	2632	9.6%
o	2632	9.6%
w	2632	9.6%
2	1402	5.1%
3	1085	3.9%
4	782	2.8%
5	644	2.3%
Other values (5)	1893	6.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	27491	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
n	7896	28.7%
1	3261	11.9%
U	2632	9.6%
k	2632	9.6%
o	2632	9.6%
w	2632	9.6%
2	1402	5.1%
3	1085	3.9%
4	782	2.8%
5	644	2.3%
Other values (5)	1893	6.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	27491	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
n	7896	28.7%
1	3261	11.9%
U	2632	9.6%
k	2632	9.6%
o	2632	9.6%
w	2632	9.6%
2	1402	5.1%
3	1085	3.9%
4	782	2.8%
5	644	2.3%
Other values (5)	1893	6.9%

Chapters
Text

Distinct	380
Distinct (%)	3.8%
Missing	0
Missing (%)	0.0%
Memory size	587.6 KiB

Length

Max length	7
Median length	4
Mean length	3.1549
Min length	1

Characters and Unicode

Total characters	31549
Distinct characters	15
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	120 ?
Unique (%)	1.2%

Sample

1st row	Unknown
2nd row	96
3rd row	327
4th row	Unknown
5th row	162

Value	Count	Frequency (%)
unknown	2533	25.3%
5	392	3.9%
1	355	3.5%
6	324	3.2%
4	287	2.9%
8	191	1.9%
7	183	1.8%
12	171	1.7%
10	159	1.6%
11	145	1.5%
Other values (370)	5260	52.6%

Most occurring characters

Value	Count	Frequency (%)
n	7599	24.1%
1	2963	9.4%
U	2533	8.0%
k	2533	8.0%
o	2533	8.0%
w	2533	8.0%
2	1807	5.7%
4	1440	4.6%
3	1438	4.6%
5	1402	4.4%
Other values (5)	4768	15.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	31549	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
n	7599	24.1%
1	2963	9.4%
U	2533	8.0%
k	2533	8.0%
o	2533	8.0%
w	2533	8.0%
2	1807	5.7%
4	1440	4.6%
3	1438	4.6%
5	1402	4.4%
Other values (5)	4768	15.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	31549	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
n	7599	24.1%
1	2963	9.4%
U	2533	8.0%
k	2533	8.0%
o	2533	8.0%
w	2533	8.0%
2	1807	5.7%
4	1440	4.6%
3	1438	4.6%
5	1402	4.4%
Other values (5)	4768	15.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	31549	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
n	7599	24.1%
1	2963	9.4%
U	2533	8.0%
k	2533	8.0%
o	2533	8.0%
w	2533	8.0%
2	1807	5.7%
4	1440	4.6%
3	1438	4.6%
5	1402	4.4%
Other values (5)	4768	15.1%

Status
Categorical

Imbalance

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	639.0 KiB

Finished	7880
Publishing	1993
On Hiatus	105
Discontinued	22

Length

Max length	12
Median length	8
Mean length	8.4179
Min length	8

Characters and Unicode

Total characters	84179
Distinct characters	20
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Publishing
2nd row	Finished
3rd row	On Hiatus
4th row	Publishing
5th row	Finished

Common Values

Value	Count	Frequency (%)
Finished	7880	78.8%
Publishing	1993	19.9%
On Hiatus	105	1.1%
Discontinued	22	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
finished	7880	78.0%
publishing	1993	19.7%
on	105	1.0%
hiatus	105	1.0%
discontinued	22	0.2%

Most occurring characters

Value	Count	Frequency (%)
i	19895	23.6%
n	10022	11.9%
s	10000	11.9%
h	9873	11.7%
e	7902	9.4%
d	7902	9.4%
F	7880	9.4%
u	2120	2.5%
g	1993	2.4%
l	1993	2.4%
Other values (10)	4599	5.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	84179	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
i	19895	23.6%
n	10022	11.9%
s	10000	11.9%
h	9873	11.7%
e	7902	9.4%
d	7902	9.4%
F	7880	9.4%
u	2120	2.5%
g	1993	2.4%
l	1993	2.4%
Other values (10)	4599	5.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	84179	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
i	19895	23.6%
n	10022	11.9%
s	10000	11.9%
h	9873	11.7%
e	7902	9.4%
d	7902	9.4%
F	7880	9.4%
u	2120	2.5%
g	1993	2.4%
l	1993	2.4%
Other values (10)	4599	5.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	84179	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
i	19895	23.6%
n	10022	11.9%
s	10000	11.9%
h	9873	11.7%
e	7902	9.4%
d	7902	9.4%
F	7880	9.4%
u	2120	2.5%
g	1993	2.4%
l	1993	2.4%
Other values (10)	4599	5.5%

Published
Text

Distinct	8486
Distinct (%)	84.9%
Missing	0
Missing (%)	0.0%
Memory size	781.2 KiB

Length

Max length	30
Median length	29
Mean length	22.9816
Min length	4

Characters and Unicode

Total characters	229816
Distinct characters	36
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	7866 ?
Unique (%)	78.7%

Sample

1st row	Aug 25, 1989 to ?
2nd row	Jan 19, 2004 to Apr 19, 2011
3rd row	Sep 3, 1998 to May 21, 2015
4th row	Jul 22, 1997 to ?
5th row	Dec 5, 1994 to Dec 20, 2001

Value	Count	Frequency (%)
to	8678	15.5%
	2225	4.0%
dec	1366	2.4%
apr	1318	2.4%
aug	1312	2.3%
jul	1291	2.3%
oct	1248	2.2%
jun	1232	2.2%
nov	1182	2.1%
mar	1177	2.1%
Other values (109)	35004	62.5%

Most occurring characters

Value	Count	Frequency (%)
	61234	26.6%
2	25912	11.3%
0	23140	10.1%
1	16370	7.1%
,	13906	6.1%
t	10049	4.4%
o	9983	4.3%
9	5459	2.4%
u	3835	1.7%
a	3797	1.7%
Other values (26)	56131	24.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	229816	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	61234	26.6%
2	25912	11.3%
0	23140	10.1%
1	16370	7.1%
,	13906	6.1%
t	10049	4.4%
o	9983	4.3%
9	5459	2.4%
u	3835	1.7%
a	3797	1.7%
Other values (26)	56131	24.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	229816	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	61234	26.6%
2	25912	11.3%
0	23140	10.1%
1	16370	7.1%
,	13906	6.1%
t	10049	4.4%
o	9983	4.3%
9	5459	2.4%
u	3835	1.7%
a	3797	1.7%
Other values (26)	56131	24.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	229816	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	61234	26.6%
2	25912	11.3%
0	23140	10.1%
1	16370	7.1%
,	13906	6.1%
t	10049	4.4%
o	9983	4.3%
9	5459	2.4%
u	3835	1.7%
a	3797	1.7%
Other values (26)	56131	24.4%

Genres
Text

Distinct	917
Distinct (%)	9.2%
Missing	0
Missing (%)	0.0%
Memory size	784.6 KiB

Length

Max length	103
Median length	86
Mean length	23.3329
Min length	2

Characters and Unicode

Total characters	233329
Distinct characters	39
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	416 ?
Unique (%)	4.2%

Sample

1st row	['Action', 'Adventure', 'Award Winning', 'Drama', 'Fantasy', 'Horror', 'Supernatural']
2nd row	['Action', 'Adventure', 'Mystery', 'Supernatural']
3rd row	['Action', 'Adventure', 'Award Winning']
4th row	['Action', 'Adventure', 'Fantasy']
5th row	['Award Winning', 'Drama', 'Mystery']

Value	Count	Frequency (%)
romance	3090	12.0%
comedy	2944	11.4%
	2714	10.5%
drama	2360	9.2%
fantasy	2277	8.8%
action	2100	8.2%
supernatural	1572	6.1%
adventure	1090	4.2%
slice	1070	4.2%
of	1070	4.2%
Other values (15)	5467	21.2%

Most occurring characters

Value	Count	Frequency (%)
'	40022	17.2%
a	15813	6.8%
	15754	6.8%
e	13509	5.8%
,	12725	5.5%
o	11166	4.8%
n	11152	4.8%
[	10000	4.3%
]	10000	4.3%
r	9150	3.9%
Other values (29)	84038	36.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	233329	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
'	40022	17.2%
a	15813	6.8%
	15754	6.8%
e	13509	5.8%
,	12725	5.5%
o	11166	4.8%
n	11152	4.8%
[	10000	4.3%
]	10000	4.3%
r	9150	3.9%
Other values (29)	84038	36.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	233329	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
'	40022	17.2%
a	15813	6.8%
	15754	6.8%
e	13509	5.8%
,	12725	5.5%
o	11166	4.8%
n	11152	4.8%
[	10000	4.3%
]	10000	4.3%
r	9150	3.9%
Other values (29)	84038	36.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	233329	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
'	40022	17.2%
a	15813	6.8%
	15754	6.8%
e	13509	5.8%
,	12725	5.5%
o	11166	4.8%
n	11152	4.8%
[	10000	4.3%
]	10000	4.3%
r	9150	3.9%
Other values (29)	84038	36.0%

Themes
Text

Distinct	534
Distinct (%)	5.3%
Missing	0
Missing (%)	0.0%
Memory size	623.5 KiB

Length

Max length	73
Median length	2
Mean length	6.8368
Min length	2

Characters and Unicode

Total characters	68368
Distinct characters	50
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	316 ?
Unique (%)	3.2%

Sample

1st row	['Gore', 'Military', 'Mythology', 'Psychological']
2nd row	[]
3rd row	['Historical', 'Samurai']
4th row	[]
5th row	['Adult Cast', 'Psychological']

Value	Count	Frequency (%)
	8220	62.0%
school	825	6.2%
isekai	249	1.9%
psychological	238	1.8%
harem	227	1.7%
historical	213	1.6%
reincarnation	186	1.4%
arts	176	1.3%
martial	120	0.9%
military	119	0.9%
Other values (59)	2686	20.3%

Most occurring characters

Value	Count	Frequency (%)
[	10000	14.6%
]	10000	14.6%
'	8046	11.8%
o	3659	5.4%
	3259	4.8%
a	2994	4.4%
i	2718	4.0%
l	2507	3.7%
e	2423	3.5%
,	2243	3.3%
Other values (40)	20519	30.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	68368	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
[	10000	14.6%
]	10000	14.6%
'	8046	11.8%
o	3659	5.4%
	3259	4.8%
a	2994	4.4%
i	2718	4.0%
l	2507	3.7%
e	2423	3.5%
,	2243	3.3%
Other values (40)	20519	30.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	68368	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
[	10000	14.6%
]	10000	14.6%
'	8046	11.8%
o	3659	5.4%
	3259	4.8%
a	2994	4.4%
i	2718	4.0%
l	2507	3.7%
e	2423	3.5%
,	2243	3.3%
Other values (40)	20519	30.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	68368	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
[	10000	14.6%
]	10000	14.6%
'	8046	11.8%
o	3659	5.4%
	3259	4.8%
a	2994	4.4%
i	2718	4.0%
l	2507	3.7%
e	2423	3.5%
,	2243	3.3%
Other values (40)	20519	30.0%

Author
Text

Distinct	6300
Distinct (%)	63.1%
Missing	15
Missing (%)	0.1%
Memory size	902.7 KiB

Length

Max length	1496
Median length	777
Mean length	34.769254
Min length	2

Characters and Unicode

Total characters	347171
Distinct characters	84
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	4767 ?
Unique (%)	47.7%

Sample

1st row	Miura, Kentarou (Story & Art), Studio Gaga (Art)
2nd row	Araki, Hirohiko (Story & Art)
3rd row	Inoue, Takehiko (Story & Art), Yoshikawa, Eiji (Story)
4th row	Oda, Eiichiro (Story & Art)
5th row	Urasawa, Naoki (Story & Art)

Value	Count	Frequency (%)
story	11348	19.9%
art	11165	19.6%
	7982	14.0%
yuu	151	0.3%
yuki	119	0.2%
lee	115	0.2%
kim	102	0.2%
akira	100	0.2%
yuuki	83	0.1%
takahashi	82	0.1%
Other values (7214)	25730	45.2%

Most occurring characters

Value	Count	Frequency (%)
	46992	13.5%
r	28347	8.2%
t	26990	7.8%
o	24930	7.2%
a	22758	6.6%
i	17751	5.1%
,	15872	4.6%
(	14532	4.2%
)	14532	4.2%
S	14429	4.2%
Other values (74)	120038	34.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	347171	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	46992	13.5%
r	28347	8.2%
t	26990	7.8%
o	24930	7.2%
a	22758	6.6%
i	17751	5.1%
,	15872	4.6%
(	14532	4.2%
)	14532	4.2%
S	14429	4.2%
Other values (74)	120038	34.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	347171	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	46992	13.5%
r	28347	8.2%
t	26990	7.8%
o	24930	7.2%
a	22758	6.6%
i	17751	5.1%
,	15872	4.6%
(	14532	4.2%
)	14532	4.2%
S	14429	4.2%
Other values (74)	120038	34.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	347171	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	46992	13.5%
r	28347	8.2%
t	26990	7.8%
o	24930	7.2%
a	22758	6.6%
i	17751	5.1%
,	15872	4.6%
(	14532	4.2%
)	14532	4.2%
S	14429	4.2%
Other values (74)	120038	34.6%

Total Review
Real number (ℝ)

High correlation Zeros

Distinct	108
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.7594

Minimum	0
Maximum	444
Zeros	3351
Zeros (%)	33.5%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	3
95-th percentile	14
Maximum	444
Range	444
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	11.976404
Coefficient of variation (CV)	3.1857222
Kurtosis	358.78519
Mean	3.7594
Median Absolute Deviation (MAD)	1
Skewness	14.65933
Sum	37594
Variance	143.43426
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3351	33.5%
1	2300	23.0%
2	1293	12.9%
3	786	7.9%
4	455	4.5%
5	353	3.5%
6	245	2.5%
7	200	2.0%
8	128	1.3%
9	105	1.1%
Other values (98)	784	7.8%

Value	Count	Frequency (%)
0	3351	33.5%
1	2300	23.0%
2	1293	12.9%
3	786	7.9%
4	455	4.5%
5	353	3.5%
6	245	2.5%
7	200	2.0%
8	128	1.3%
9	105	1.1%

Value	Count	Frequency (%)
444	1	< 0.1%
355	1	< 0.1%
261	1	< 0.1%
258	1	< 0.1%
238	1	< 0.1%
234	1	< 0.1%
206	1	< 0.1%
180	1	< 0.1%
147	1	< 0.1%
139	1	< 0.1%

Type Review
Text

Distinct	608
Distinct (%)	6.1%
Missing	0
Missing (%)	0.0%
Memory size	645.4 KiB

Length

Max length	14
Median length	9
Mean length	9.0712
Min length	9

Characters and Unicode

Total characters	90712
Distinct characters	14
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	404 ?
Unique (%)	4.0%

Sample

1st row	[233, 15, 10]
2nd row	[120, 7, 1]
3rd row	[88, 8, 1]
4th row	[173, 17, 16]
5th row	[64, 7, 5]

Value	Count	Frequency (%)
0	20138	67.1%
1	4770	15.9%
2	1898	6.3%
3	957	3.2%
4	506	1.7%
5	375	1.2%
6	238	0.8%
7	177	0.6%
8	130	0.4%
9	110	0.4%
Other values (79)	701	2.3%

Most occurring characters

Value	Count	Frequency (%)
0	20268	22.3%
,	20000	22.0%
	20000	22.0%
[	10000	11.0%
]	10000	11.0%
1	5284	5.8%
2	2117	2.3%
3	1099	1.2%
4	606	0.7%
5	451	0.5%
Other values (4)	887	1.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	90712	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	20268	22.3%
,	20000	22.0%
	20000	22.0%
[	10000	11.0%
]	10000	11.0%
1	5284	5.8%
2	2117	2.3%
3	1099	1.2%
4	606	0.7%
5	451	0.5%
Other values (4)	887	1.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	90712	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	20268	22.3%
,	20000	22.0%
	20000	22.0%
[	10000	11.0%
]	10000	11.0%
1	5284	5.8%
2	2117	2.3%
3	1099	1.2%
4	606	0.7%
5	451	0.5%
Other values (4)	887	1.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	90712	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	20268	22.3%
,	20000	22.0%
	20000	22.0%
[	10000	11.0%
]	10000	11.0%
1	5284	5.8%
2	2117	2.3%
3	1099	1.2%
4	606	0.7%
5	451	0.5%
Other values (4)	887	1.0%

	Popularity	Ranked	Score	Status	Total Review	Vote
Popularity	1.000	0.534	-0.534	0.057	-0.741	-0.952
Ranked	0.534	1.000	-1.000	0.053	-0.450	-0.475
Score	-0.534	-1.000	1.000	0.062	0.450	0.475
Status	0.057	0.053	0.062	1.000	0.000	0.000
Total Review	-0.741	-0.450	0.450	0.000	1.000	0.739
Vote	-0.952	-0.475	0.475	0.000	0.739	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

	Title	Score	Vote	Ranked	Popularity	Members	Favorite	Volumes	Chapters	Status	Published	Genres	Themes	Author	Total Review	Type Review
0	Berserk	9.47	331288	1	1	665,300	122,841	Unknown	Unknown	Publishing	Aug 25, 1989 to ?	['Action', 'Adventure', 'Award Winning', 'Drama', 'Fantasy', 'Horror', 'Supernatural']	['Gore', 'Military', 'Mythology', 'Psychological']	Miura, Kentarou (Story & Art), Studio Gaga (Art)	258	[233, 15, 10]
1	JoJo no Kimyou na Bouken Part 7: Steel Ball Run	9.30	156368	2	26	256,146	42,864	24	96	Finished	Jan 19, 2004 to Apr 19, 2011	['Action', 'Adventure', 'Mystery', 'Supernatural']	[]	Araki, Hirohiko (Story & Art)	128	[120, 7, 1]
2	Vagabond	9.24	136403	3	15	364,891	40,158	37	327	On Hiatus	Sep 3, 1998 to May 21, 2015	['Action', 'Adventure', 'Award Winning']	['Historical', 'Samurai']	Inoue, Takehiko (Story & Art), Yoshikawa, Eiji (Story)	97	[88, 8, 1]
3	One Piece	9.22	366668	4	3	599,278	114,531	Unknown	Unknown	Publishing	Jul 22, 1997 to ?	['Action', 'Adventure', 'Fantasy']	[]	Oda, Eiichiro (Story & Art)	206	[173, 17, 16]
4	Monster	9.15	93945	5	29	236,355	20,501	18	162	Finished	Dec 5, 1994 to Dec 20, 2001	['Award Winning', 'Drama', 'Mystery']	['Adult Cast', 'Psychological']	Urasawa, Naoki (Story & Art)	76	[64, 7, 5]
5	Slam Dunk	9.09	73590	6	56	163,879	15,514	31	276	Finished	Sep 18, 1990 to Jun 4, 1996	['Award Winning', 'Sports']	['School', 'Team Sports']	Inoue, Takehiko (Story & Art)	52	[50, 1, 1]
6	Vinland Saga	9.06	124743	7	19	292,677	32,273	Unknown	Unknown	Publishing	Apr 13, 2005 to ?	['Action', 'Adventure', 'Award Winning', 'Drama']	[]	Yukimura, Makoto (Story & Art)	81	[62, 9, 10]
7	Fullmetal Alchemist	9.03	155123	8	20	288,467	29,914	27	116	Finished	Jul 12, 2001 to Sep 11, 2010	['Action', 'Adventure', 'Award Winning', 'Drama', 'Fantasy']	[]	Arakawa, Hiromu (Story & Art)	56	[54, 0, 2]
8	Grand Blue (Grand Blue Dreaming)	9.03	64853	9	48	171,621	17,110	Unknown	Unknown	Publishing	Apr 7, 2014 to ?	[]	[]	Inoue, Kenji (Story), Yoshioka, Kimitake (Art)	49	[44, 2, 3]
9	Oyasumi Punpun (Goodnight Punpun)	9.01	174657	10	9	426,786	50,732	13	147	Finished	Mar 15, 2007 to Nov 2, 2013	['Drama', 'Slice of Life']	[]	Asano, Inio (Story & Art)	261	[205, 31, 25]

	Title	Score	Vote	Ranked	Popularity	Members	Favorite	Volumes	Chapters	Status	Published	Genres	Themes	Author	Total Review	Type Review
9990	Hatsujou Junjou☆Douwa	6.91	1578	10004	6411	2,893	2	1	6	Finished	Mar 26, 2009	['Fantasy', 'Romance']	[]	Hibiki, Ai (Story & Art)	3	[2, 1, 0]
9991	Rebirth Knight	6.91	632	9856	9083	1,878	7	Unknown	Unknown	Publishing	Jul 12, 2013 to ?	['Action', 'Drama', 'Romance']	[]	Yu, Jaebeom (Story & Art)	0	[0, 0, 0]
9992	Hyakunen Kesshou Mokuroku (The Hundred-Year Crystal Catalogue)	6.91	488	9857	12964	1,159	1	1	5	Finished	Jun 20, 2013 to Apr 21, 2014	['Adventure', 'Boys Love', 'Fantasy']	[]	Aoi, Aki (Story & Art)	0	[0, 0, 0]
9993	Yankee-kun na Yamada-kun to Megane-chan to Majo	6.91	1435	9858	5872	3,183	16	Unknown	1	Finished	Dec 20, 2013	[]	[]	Yoshikawa, Miki (Story & Art)	0	[0, 0, 0]
9994	Ore Alice: Danjo Gyakuten (I Am Alice: Body Swap in Wonderland)	6.91	296	9859	15501	889	7	3	14	Finished	Oct 15, 2012 to Nov 15, 2013	[]	[]	Kanou, Ayumi (Story & Art)	1	[1, 0, 0]
9995	Mikagura Gakuen Kumikyoku (Mikagura School Suite: The Manga Companion)	6.91	218	9860	11610	1,354	12	6	31	Finished	Jul 13, 2013 to Feb 15, 2016	['Action', 'Comedy']	['School', 'Visual Arts']	Sayuki (Art), Last Note. (Story)	0	[0, 0, 0]
9996	Stella to Mille Feuille	6.91	1068	9861	5919	3,158	5	3	12	Finished	Dec 13, 2013 to Nov 13, 2014	[]	[]	Watanabe, Kana (Story & Art)	2	[0, 2, 0]
9997	Stella no Mahou (Magic of Stella)	6.91	137	9862	14815	954	9	10	Unknown	Finished	Aug 18, 2012 to Dec 18, 2021	['Comedy', 'Slice of Life']	['CGDCT', 'School']	cloba.U (Story & Art)	0	[0, 0, 0]
9998	NEET dakedo Hello Work ni Ittara Isekai ni Tsuretekareta	6.91	302	9863	9688	1,739	14	Unknown	Unknown	Publishing	Oct 24, 2013 to ?	['Action', 'Comedy', 'Fantasy', 'Romance']	['Harem', 'Isekai']	Sameda, Koban (Art), Katsura, Kasuga (Story)	0	[0, 0, 0]
9999	Floor ni Maou ga Imasu (There's a Demon Lord On the Floor)	6.91	1296	9864	2956	6,658	35	Unknown	Unknown	Publishing	Oct 27, 2014 to ?	['Comedy', 'Fantasy', 'Slice of Life', 'Supernatural', 'Ecchi']	[]	Kawakami, Masaki (Art), Hato (Story)	1	[1, 0, 0]

Most frequently occurring

	Title	Score	Vote	Ranked	Popularity	Members	Favorite	Volumes	Chapters	Status	Published	Genres	Themes	Author	Total Review	Type Review	# duplicates
0	Iinazuke Ryokan (Fiancée Inn)	7.19	1110	6013	8428	2,077	3	1	3	Finished	2005	['Drama', 'Romance']	[]	Shimaki, Ako (Story & Art)	1	[1, 0, 0]	2

Overview

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Length

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Most occurring scripts